{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "sns.set_style('whitegrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>totalprice</th>\n",
       "      <th>unitprice</th>\n",
       "      <th>position</th>\n",
       "      <th>rooms</th>\n",
       "      <th>size</th>\n",
       "      <th>orientation</th>\n",
       "      <th>decoration</th>\n",
       "      <th>elevator</th>\n",
       "      <th>area</th>\n",
       "      <th>height</th>\n",
       "      <th>year</th>\n",
       "      <th>buildtype</th>\n",
       "      <th>follow</th>\n",
       "      <th>city</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>920.0</td>\n",
       "      <td>77188</td>\n",
       "      <td>天悦龙庭二期</td>\n",
       "      <td>3室2厅</td>\n",
       "      <td>119.19</td>\n",
       "      <td>西南</td>\n",
       "      <td>精装</td>\n",
       "      <td>有电梯</td>\n",
       "      <td>宝安中心</td>\n",
       "      <td>中</td>\n",
       "      <td>2005</td>\n",
       "      <td>塔楼</td>\n",
       "      <td>13</td>\n",
       "      <td>宝安</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>340.0</td>\n",
       "      <td>51909</td>\n",
       "      <td>大益广场</td>\n",
       "      <td>2室2厅</td>\n",
       "      <td>65.50</td>\n",
       "      <td>西南</td>\n",
       "      <td>精装</td>\n",
       "      <td>有电梯</td>\n",
       "      <td>西乡</td>\n",
       "      <td>低</td>\n",
       "      <td>2002</td>\n",
       "      <td>板塔结合</td>\n",
       "      <td>160</td>\n",
       "      <td>宝安</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>660.0</td>\n",
       "      <td>73884</td>\n",
       "      <td>中熙香缇湾</td>\n",
       "      <td>4室2厅</td>\n",
       "      <td>89.33</td>\n",
       "      <td>西南</td>\n",
       "      <td>精装</td>\n",
       "      <td>有电梯</td>\n",
       "      <td>西乡</td>\n",
       "      <td>中</td>\n",
       "      <td>2009</td>\n",
       "      <td>板塔结合</td>\n",
       "      <td>226</td>\n",
       "      <td>宝安</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1150.0</td>\n",
       "      <td>76657</td>\n",
       "      <td>深业新岸线三期</td>\n",
       "      <td>4室1厅</td>\n",
       "      <td>150.02</td>\n",
       "      <td>东南</td>\n",
       "      <td>精装</td>\n",
       "      <td>有电梯</td>\n",
       "      <td>宝安中心</td>\n",
       "      <td>中</td>\n",
       "      <td>2008</td>\n",
       "      <td>塔楼</td>\n",
       "      <td>29</td>\n",
       "      <td>宝安</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>570.0</td>\n",
       "      <td>52127</td>\n",
       "      <td>碧海富通城一期</td>\n",
       "      <td>3室2厅</td>\n",
       "      <td>109.35</td>\n",
       "      <td>南</td>\n",
       "      <td>精装</td>\n",
       "      <td>有电梯</td>\n",
       "      <td>碧海</td>\n",
       "      <td>中</td>\n",
       "      <td>2006</td>\n",
       "      <td>板塔结合</td>\n",
       "      <td>54</td>\n",
       "      <td>宝安</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   totalprice  unitprice  position rooms    size orientation decoration  \\\n",
       "0       920.0      77188   天悦龙庭二期   3室2厅  119.19          西南         精装   \n",
       "1       340.0      51909     大益广场   2室2厅   65.50          西南         精装   \n",
       "2       660.0      73884    中熙香缇湾   4室2厅   89.33          西南         精装   \n",
       "3      1150.0      76657  深业新岸线三期   4室1厅  150.02          东南         精装   \n",
       "4       570.0      52127  碧海富通城一期   3室2厅  109.35           南         精装   \n",
       "\n",
       "  elevator  area height  year buildtype  follow city  \n",
       "0      有电梯  宝安中心      中  2005        塔楼      13   宝安  \n",
       "1      有电梯    西乡      低  2002      板塔结合     160   宝安  \n",
       "2      有电梯    西乡      中  2009      板塔结合     226   宝安  \n",
       "3      有电梯  宝安中心      中  2008        塔楼      29   宝安  \n",
       "4      有电梯    碧海      中  2006      板塔结合      54   宝安  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 导入数据\n",
    "house = pd.read_excel('house.xls', index_col=None)\n",
    "house.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "#用来正常显示中文标签\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "#用来正常显示负号\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"深圳各区域二手房平均单价\"\"\"\n",
    "#数据分组、数据运算和聚合\n",
    "groups_unitprice_area = house[\"unitprice\"].groupby(house[\"city\"])\n",
    "mean_unitprice = groups_unitprice_area.mean()\n",
    "mean_unitprice.index.name = \"\"\n",
    "mean_unitprice = mean_unitprice.sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2304x1296 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(32,18))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_ylabel(\"单价(元/平米)\",fontsize=16)\n",
    "ax.set_title(\"深圳各区域二手房平均单价\",fontsize=18)\n",
    "mean_unitprice.plot(kind=\"bar\",fontsize=14)\n",
    "plt.savefig('mean_price_low.jpg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2304x1296 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"深圳各区域二手房单价箱线图\"\"\"\n",
    "#数据分组、数据运算和聚合\n",
    "box_unitprice_area = house[\"unitprice\"].groupby(house[\"city\"])\n",
    "flag = True\n",
    "box_data = pd.DataFrame(list(range(15000)),columns=[\"start\"])\n",
    "x=0\n",
    "for name,group in box_unitprice_area:\n",
    "        box_data[name] = group\n",
    "del box_data[\"start\"]\n",
    "#mean_unitprice.index.name = \"\"\n",
    "fig = plt.figure(figsize=(32,18))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_ylabel(\"总价(万元)\",fontsize=14)\n",
    "ax.set_title(\"深圳各区域二手房单价箱线图\",fontsize=16)\n",
    "box_data.plot(kind=\"box\",fontsize=12,sym='r+',grid=True,ax=ax,color='red')\n",
    "plt.savefig('box_unitprice_3.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2304x1296 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"深圳二手房区域分布水平柱状图\"\"\"\n",
    "count_fwyt = house[\"city\"].value_counts(ascending=True)\n",
    "count_fwyt.name = \"\"\n",
    "\n",
    "fig = plt.figure(figsize=(32,18))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_xlabel(\"房源数量(套)\",fontsize=14)\n",
    "ax.set_title(\"深圳二手房区域分布水平柱状图\",fontsize=16)\n",
    "count_fwyt.plot(kind=\"barh\",fontsize=12)\n",
    "plt.savefig('房源数量(按区域划分).jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"南京各区域二手房平均建筑面积\"\"\"\n",
    "#数据运算\n",
    "groups_area_jzmj = house[\"size\"].groupby(house[\"city\"])\n",
    "mean_jzmj = groups_area_jzmj.mean()\n",
    "mean_jzmj.index.name = \"\"\n",
    "\n",
    "#数据可视化\n",
    "fig = plt.figure(figsize=(12,7))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_ylabel(\"建筑面积(㎡)\",fontsize=14)\n",
    "ax.set_title(\"深圳各区域二手房平均建筑面积\",fontsize=18)\n",
    "mean_jzmj.plot(kind=\"bar\",fontsize=12)\n",
    "plt.savefig('建筑面积(按区域划分).jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2304x1296 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"深圳各区域二手房总价箱线图\"\"\"\n",
    "#数据分组、数据运算和聚合\n",
    "box_total_area = house[\"totalprice\"].groupby(house[\"city\"])\n",
    "flag = True\n",
    "box_data = pd.DataFrame(list(range(21000)),columns=[\"start\"])\n",
    "for name,group in box_total_area:\n",
    "    box_data[name] = group\n",
    "del box_data[\"start\"]\n",
    "#mean_unitprice.index.name = \"\"\n",
    "\n",
    "fig = plt.figure(figsize=(32,18))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_ylabel(\"总价(万元)\",fontsize=14)\n",
    "ax.set_title(\"深圳各区域二手房总价箱线图\",fontsize=18)\n",
    "box_data.plot(kind=\"box\",fontsize=14,sym='r+',grid=True,ax=ax,ylim=[0,2100])\n",
    "plt.savefig('总价箱型(按区域划分).jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2304x1296 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"深圳二手房总价与建筑面积散点图\"\"\"\n",
    "fig = plt.figure(figsize=(32,18))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_title(\"深圳二手房总价与建筑面积散点图\",fontsize=18)\n",
    "house.plot(x=\"size\", y=\"totalprice\", kind=\"scatter\",fontsize=12,ax=ax,alpha=0.4,xticks=[0,50,100,150,200,250,300,400,500,600,700],xlim=[0,800])\n",
    "ax.set_xlabel(\"建筑面积(㎡)\",fontsize=14)\n",
    "ax.set_ylabel(\"总价(万元)\",fontsize=14)\n",
    "plt.savefig('面积-总价.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2304x1296 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"深圳二手房单价与建筑面积散点图\"\"\"\n",
    "fig = plt.figure(figsize=(32,18))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_title(\"深圳二手房单价与建筑面积散点图\",fontsize=18)\n",
    "house.plot(x=\"size\",y=\"unitprice\",kind=\"scatter\",grid=True,fontsize=12,ax=ax,alpha=0.4,xticks=[0,50,100,150,200,250,300,400,500,600,700],xlim=[0,800])\n",
    "ax.set_xlabel(\"建筑面积(㎡)\",fontsize=14)\n",
    "ax.set_ylabel(\"单价(元/平米)\",fontsize=14)\n",
    "plt.savefig('面积-单价.jpg')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
